A Fuzzy Model for the Evaluation of Efficacy of Continuous Positive Airway Pressure (CPAP) Treatment

M. Kwiatkowska, A. Idzikowski, L. Matthews
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引用次数: 5

Abstract

Obstructive sleep apnea hypopnea (OSAH) is a serious, chronic respiratory disorder afflicting approximately 2-4% of the general population. The standard treatment of OSA is the continuous positive airway pressure (CPAP). CPAP treatment is highly effective; however, it is not curative and its efficacy depends highly on patient's life-long compliance. Modeling of the effectiveness of this therapy involves several interrelated and, often, subjective factors. This paper describes a model, called CPAP-VAL, for the evaluation of CPAP treatment based on three main factors: improvements in symptoms (nocturnal blood oxygen desaturation, excessive daytime sleepiness, hypertension, and depressive moods), CPAP treatment compliance (average hours of use, percentage of days used, and percentage of CPAP use per total hours of sleep), and patient's characteristics (age, gender, and OSAH severity). The proposed model uses the fuzzy logic approach to combine subjective and objective measurements and to represent complex interrelationships between various factors. The CPAP-VAL model was designed as an evaluation component for a telehealth system, CPAP-T*MONITOR, which will support the treatment process for OSAH patients living in the rural areas.
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持续气道正压治疗(CPAP)疗效评价的模糊模型
阻塞性睡眠呼吸暂停低通气(OSAH)是一种严重的慢性呼吸系统疾病,约占总人口的2-4%。OSA的标准治疗是持续气道正压通气(CPAP)。CPAP治疗非常有效;然而,它并不能治愈,其疗效在很大程度上取决于患者的终身依从性。这种治疗效果的建模涉及几个相互关联的,通常是主观的因素。本文描述了一种名为CPAP- val的模型,用于基于三个主要因素评估CPAP治疗:症状改善(夜间血氧不饱和、白天过度嗜睡、高血压和抑郁情绪)、CPAP治疗依从性(平均使用时间、使用天数百分比和使用CPAP每总睡眠小时的百分比)和患者特征(年龄、性别和OSAH严重程度)。该模型采用模糊逻辑方法将主观和客观测量相结合,表达了各种因素之间复杂的相互关系。CPAP-VAL模型是作为远程医疗系统CPAP-T*MONITOR的一个评估组成部分设计的,该系统将支持生活在农村地区的OSAH患者的治疗过程。
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